CREATE SOMETHING

Systems Thinking for AI-Native Development

Research with tracked experiments and rigorous methodology. Each piece documents what was built, measured results, and honest learnings.

Both paths connect. Experiments test what papers theorize. Papers ground what experiments reveal. — The Hermeneutic Circle

Featured Experiments

Interactive demonstrations where tools recede into use

    ╔═══════════════════════════════════════════╗
    ║   MEETING CAPTURE                         ║
    ║                                           ║
    ║   ┌─────────┐    ┌─────────┐    ┌───────┐ ║
    ║   │ ((o))   │ →  │    ~    │ →  │  ≡≡≡  │ ║
    ║   │  Audio  │    │ Whisper │    │ Text  │ ║
    ║   └─────────┘    └─────────┘    └───────┘ ║
    ║                                           ║
    ║      Swift         Cloudflare      D1     ║
    ║     (local)        (process)    (store)   ║
    ║                                           ║
    ║   "The tool recedes, understanding        ║
    ║    remains." — Heidegger                  ║
    ╚═══════════════════════════════════════════╝
December 4, 2025 12 min read

Meeting Capture: Tools Recede, Understanding Remains

research
research
    ╔═══════════════════════════════════════════╗
    ║   DATA PATTERNS                           ║
    ║                                           ║
    ║   Trends:    ↗  ↘  ↗  →  ↗               ║
    ║            ────────────────────           ║
    ║   Auth:     ▇▆▅▄▃▂▁ ✓ improving          ║
    ║   Cache:    ▂▂▂▂▂▂▂ ✓ stable             ║
    ║   Database: ▁▂▃▄▅▆▇ ⚠ degrading          ║
    ║   Storage:  ▄▄▄▄▄▄▄ → flat               ║
    ║            ────────────────────           ║
    ║                                           ║
    ║   Patterns emerge without analysis        ║
    ╚═══════════════════════════════════════════╝
November 26, 2025 5 min read

Revealing Data Patterns Through Agentic Components

tutorial
tutorial
    ╔═══════════════════════════════════════════╗
    ║   AGENTIC VISUALIZATION                   ║
    ║                                           ║
    ║     ┌─────────────────────────────┐       ║
    ║  ▲  │         ╱╲                  │       ║
    ║  │  │        ╱  ╲      ╱╲         │       ║
    ║  │  │       ╱    ╲    ╱  ╲   ╱╲   │       ║
    ║  │  │      ╱      ╲  ╱    ╲ ╱  ╲  │       ║
    ║  │  │─────────────────────────────┤       ║
    ║     │  Data → Intelligence → Insight│      ║
    ║     └─────────────────────────────┘       ║
    ║                                           ║
    ║   Components that think, decide, reveal   ║
    ╚═══════════════════════════════════════════╝
November 25, 2025 15 min read

Agentic Visualization: Autonomous UI Components Embodying Tufte's Principles

research
research
╔═══════════════════════════════════════╗
║   PRIVACY-FIRST ANALYTICS WITH D1     ║
║   ─────────────────────────────────   ║
║   Multi-Property Analytics System     ║
║   Cloudflare D1 + SvelteKit           ║
║                                       ║
║   TIME: 2.5hrs | COST: $0.60         ║
║   PROPERTIES: 4 | ERRORS: 2           ║
╚═══════════════════════════════════════╝
November 24, 2025 10 min read

Building Privacy-First Analytics with Cloudflare D1

infrastructure
infrastructure
╔═══════════════════════════════════════╗
║  EXPERIMENT #1: AI-NATIVE DESIGN      ║
║  ────────────────────────────────────  ║
║  CANVA MOCKUP → PRODUCTION COMPONENTS ║
║  Claude Vision + Component Generation ║
║                                       ║
║  TIME: 2hrs | COMPONENTS: 5          ║
║  ACCURACY: 95% | ITERATIONS: 3       ║
║  STACK: Claude + SvelteKit + Tailwind║
╚═══════════════════════════════════════╝
November 24, 2025 15 min read

Experiment #1: AI-Native Design Analysis - Canva Mockup to Production Components

Development
Development
╔═══════════════════════════════════════╗
║  EXPERIMENT #7: MONOREPO MIGRATION    ║
║  ────────────────────────────────────  ║
║  TYPE ERRORS → DESIGN CONSTRAINTS     ║
║  "Weniger, aber besser" Validated     ║
║                                       ║
║  TIME: 3hrs | ERRORS FIXED: 164      ║
║  REDUCTION: 84% | DEPLOYMENTS: 4/4   ║
║  FILES: 15 modified | FAILURES: 0    ║
╚═══════════════════════════════════════╝
November 21, 2025 25 min read

Experiment #7: Type System as Constraint - Monorepo Migration Through Systematic Reduction

infrastructure
infrastructure